Construction and Validation of a Nomogram Based on the Log Odds of Positive Lymph Nodes to Predict the Prognosis of Medullary Thyroid Carcinoma After Surgery
- PMID: 33469797
- DOI: 10.1245/s10434-020-09567-3
Construction and Validation of a Nomogram Based on the Log Odds of Positive Lymph Nodes to Predict the Prognosis of Medullary Thyroid Carcinoma After Surgery
Abstract
Background: This study aimed to explore the prognostic impact that the log odds of positive lymph nodes (LODDS) has on medullary thyroid cancer (MTC) and to develop a nomogram incorporating LODDS to predict the cancer-specific survival (CSS) of MTC.
Methods: Data from 1110 MTC patients after total thyroidectomy were collected from the Surveillance, Epidemiology, and End Results (SEER) database and divided into training and validation cohorts. The prognostic efficiency of N status from the American Joint Committee on Cancer (AJCC) staging system, the number of positive lymph nodes (PLNN), and LODDS were compared using the Harrell concordance index (C-index), the Akaike information criterion (AIC), and area under the receiver operating characteristic (ROC) curve (AUC). A multivariate Cox analysis was performed to determine the independent prognostic factors, and a nomogram based on LODDS was constructed. The nomogram's performance was assessed with the C-index, AUC, calibration curves, and decision curve analysis (DCA).
Results: Among the three lymph node (LN) staging systems, LODDS showed the highest accuracy in predicting CSS for MTC. In the training cohort, the C-index of the LODDS-based nomogram was 0.895. The AUCs were 0.949, 0.917, 0.925, and 0.901 for predicting 1-, 3-, 5- and 10-year CSS, respectively. The calibration plots and DCA showed the superior clinical applicability of the nomogram. These results were verified in the validation cohort.
Conclusions: As an independent prognostic factor for MTC, LODDS demonstrated superior prognostic efficiency over N status and PLNN. This LODDS-based nomogram yielded better performance than the AJCC tumor-node-metastasis (TNM) staging system in predicting CSS after surgery for MTC.
Similar articles
-
A novel prognostic model based on log odds of positive lymph nodes to predict outcomes of patients with anaplastic thyroid carcinoma after surgery.Clin Endocrinol (Oxf). 2022 Dec;97(6):822-832. doi: 10.1111/cen.14729. Epub 2022 Apr 9. Clin Endocrinol (Oxf). 2022. PMID: 35355304
-
A Nomogram Based on the Log Odds of Positive Lymph Nodes Predicts the Prognosis of Patients With Distal Cholangiocarcinoma After Surgery.Front Surg. 2021 Oct 26;8:757552. doi: 10.3389/fsurg.2021.757552. eCollection 2021. Front Surg. 2021. PMID: 34765638 Free PMC article.
-
Prognostic nomogram based on the lymph node metastasis indicators for patients with bladder cancer: A SEER population-based study and external validation.Cancer Med. 2023 Mar;12(6):6853-6866. doi: 10.1002/cam4.5475. Epub 2022 Dec 7. Cancer Med. 2023. PMID: 36479835 Free PMC article. Clinical Trial.
-
Dynamic nomograms combining N classification with ratio-based nodal classifications to predict long-term survival for patients with lung adenocarcinoma after surgery: a SEER population-based study.BMC Cancer. 2021 Aug 4;21(1):653. doi: 10.1186/s12885-021-08410-6. BMC Cancer. 2021. PMID: 34344326 Free PMC article.
-
Ratio and log odds of positive lymph nodes in breast cancer patients with mastectomy.Surg Oncol. 2015 Sep;24(3):239-47. doi: 10.1016/j.suronc.2015.05.001. Epub 2015 May 19. Surg Oncol. 2015. PMID: 26055316 Review.
Cited by
-
Machine Learning for Predicting Distant Metastasis of Medullary Thyroid Carcinoma Using the SEER Database.Int J Endocrinol. 2023 Dec 30;2023:9965578. doi: 10.1155/2023/9965578. eCollection 2023. Int J Endocrinol. 2023. PMID: 38186857 Free PMC article.
-
A novel risk score system for prognostic evaluation in adenocarcinoma of the oesophagogastric junction: a large population study from the SEER database and our center.BMC Cancer. 2021 Jul 13;21(1):806. doi: 10.1186/s12885-021-08558-1. BMC Cancer. 2021. PMID: 34256714 Free PMC article.
-
Establishment and validation of a postoperative predictive model for patients with colorectal mucinous adenocarcinoma.World J Surg Oncol. 2022 Oct 3;20(1):330. doi: 10.1186/s12957-022-02791-z. World J Surg Oncol. 2022. PMID: 36192778 Free PMC article.
-
A prognostic nomogram for distant metastasis in thyroid cancer patients without lymph node metastasis.Front Endocrinol (Lausanne). 2025 Feb 17;16:1523785. doi: 10.3389/fendo.2025.1523785. eCollection 2025. Front Endocrinol (Lausanne). 2025. PMID: 40034225 Free PMC article.
-
Comparison of Four Lymph Node Stage Methods for Predicting the Prognosis of Distal Cholangiocarcinoma Patients After Surgery.Front Oncol. 2021 Dec 3;11:779761. doi: 10.3389/fonc.2021.779761. eCollection 2021. Front Oncol. 2021. PMID: 34926292 Free PMC article.
References
-
- Wells SA Jr, Asa SL, Dralle H, et al. Revised American Thyroid Association guidelines for the management of medullary thyroid carcinoma. Thyroid. 2015;25:567–610. - DOI
-
- Randle RW, Balentine CJ, Leverson GE, et al. Trends in the presentation, treatment, and survival of patients with medullary thyroid cancer over the past 30 years. Surgery. 2017;161:137–46. - DOI
-
- Jin LX, Moley JF. Surgery for lymph node metastases of medullary thyroid carcinoma: a review. Cancer. 2016;122:358–66. - DOI
-
- Zhang J, Cheng X, Shen L, et al. The association between lymph node stage and clinical prognosis in thyroid cancer. Front Endocrinol (Lausanne). 2020;11:90. - DOI
-
- Adam MA, Thomas S, Roman SA, Hyslop T, Sosa JA. Rethinking the current American Joint Committee on Cancer TNM staging system for medullary thyroid cancer. JAMA Surg. 2017;152:869–76. - DOI
MeSH terms
Supplementary concepts
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Research Materials